v0.5.1air-gappedSIH 2026 · SIH26117

Plant knowledge,
kept inside.

cited · authorized

Download for Windows Download for Mac

Windows 10 / 11macOS 13.3+ · Apple siliconworks offline source

router

Laya · ~1 ms

access

Policy, not prompts

egress

0 bytes out

evidence

known · missing · conflicting

~0ms

Laya routes before any LLM call

0–0tok/s

Gemma 3 4B · 6 GB laptop GPU

Enहिंಕ

English · Hindi · Kannada, offline speech

0bytes out

Offline guard blocks and counts egress

0102:15 AM

One trip. Six systems.

PUMP A202:15

Equipment master

Maintenance history

Drawings · P&IDs

SOP rev 2 vs rev 3

Scanned reports

Emails · shift logs

A2 dossierallowed

Equipment master[S1]
Maintenance history[S2]
Drawings · P&IDs[S3]
SOP rev 2 vs rev 3[S4]conflicting
Scanned reports[S5]
Emails · shift logs[S6]

02End to end

From a question to a decision.

Question or scan

text · photo · voice

Identity & policy

post · dept · clearance · scope

Laya routes

typed decision · ~1 ms

Durable queue

specialist worker

Local LLM

OCR + VLM · analytics · sandbox

Cited evidence

known · missing · conflicting

Answer · note · alert

accountable human

03Trust

An answer the right person is allowed to trust.

S1Evidence

sourceSOP-EL-014

revisionrev 3CURRENTrev 2

page · recordp.2·A2_WorkOrders!34

timestamp2026-09-29

confidence0.84

status● KNOWN○ MISSING◐ CONFLICTING

found bybm25tagsgraphvector

Policy engine

ABAC · deny-overrides · default deny

ElectricianA2 dossierallowed
Boiler engineerFinance auditdenied
Boiler engineerAccess request · whyto manager
Dept. managerTime-bound grant≤ 72 h

every decision → SHA-256 audit chain

The LLM never grants access

host policy · before retrieval & every tool

Small model decides first

denials & off-topic answered without the LLM

Advisory only

no tool writes to DCS / SCADA

04Features

One workbench. Twelve instruments.

Laya · ONNX

policy
small LLM
OCR + VLM
analytics
27B reasoning
coder
workflow

Laya + work queuepicks the worker

bm25

asset tags

metadata

knowledge graph

BGE-M3 vectors

behind the policy check

Hybrid retrieval

.docx

.pptx

.xlsx

steps

$ sandbox.run(calc.py) ✓ · no network

Agentic workbench

OCR + VLMverifyreviewfindingnotelane

Scan → finding

electrical

mechanical

HSE

procurement

finance

management

acknowledgeescalatedecide

Approver lanesacknowledge · escalate · follow up

P-2041A certok

PSV-118 intervalok

M-A2 warrantyexpires soon

Asset ledgeralerts before lapse

forecast ± bandHiGHS LPplanners decide

Production intelligence

5.1of 6 GB

CUDA / VulkanVRAM auto-fitq8_0 KV cachehot KV slotsspeculative

Performance Engine

TAG

P-2041A

matchedrust

Ask with a photoadd-on

Enहिंदीಕನ್ನಡ

Speak instead of typingadd-on

isolated

no docs · no tools · no approvals

Isolated research

140public sources

Knowledge basecontacts · history · records

EXAMPLE

plant documents · written by Team UniMinds

PUBLIC · cited

MRPL public facts · source links

Real vs example datawatermarked in the UI

05Architecture

Four layers. One server. Your plant.

Desktop app

Browser

plant LAN

GPU server

Who is asking

argon2id + MFA · sessions · IAM attributes

Decide & route

ABAC policy · Laya · ONNX · durable queue

Knowledge & output

hybrid retrieval · facts · ledger · workbench

Performance Engine

llama.cpp · CUDA / Vulkan · hot KV

#0001policy.deny10800001…

#0002retrieval20080808…

#0003tool.call30000000…

#0004chat.answer40800000…

#0005approval50000800…

SHA-256 · hash-chained · verifiable

PythonFastAPIReact + ViteElectronllama.cppONNX RuntimeCUDAVulkanGemma 3 4BRapidOCRwhisper.cppAI4BharatHiGHS LPSQLite FTS5BGE-M3argon2idABACSHA-256

06Why on-prem

Cloud AI is off-limits for P&IDs.

Cloud assistants

Yukti

Data

leaves the plant

on-premise · air-gapped

Cost

pay per token

one-time hardware

Serving

generic

q8_0 KV · speculative · profiles

Trust

fluent, unsourced

cited · known · missing · conflicting

07Measured

No cluster. No cloud. A 6 GB laptop GPU.

tok/sGemma 2 2B Q8_0RTX 4050 · 6 GB

llama.cpp CUDA 12.43.9× CPU51.7

llama.cpp Vulkan50.8

CPU only13.4

Gemma 3 4B · 44–58 tok/s

0.2 s

first token

~1 ms

Laya routing

4–10 s

photo question

0.3 s

speech → text

5.1 / 6 GB

Gemma + Whisper VRAM

08Roles

Ten roles. Need-to-know, by design.

policy

role 01 / 10

Employee

cited chat · workbench · request access

Employee
Head of Dept.
Approver lanes
Plant manager
Top management
Planner
Stores
Auditor
Researcher
Administrator

09Security

Five walls around every answer.

LLM never decides access

deny-overrides · default deny · fail closed

Offline guard

blocks & counts outbound connections

Tamper-evident audit

logins · denials · tools · answers · approvals

Advisory only

no writes to DCS / SCADA

Sandbox & isolation

code without network · research walled off

10Get started

One download. Windows or Mac.

One file

Yukti-Setup.exe · Yukti-macOS-arm64.dmg

Open it

Windows: double-click · Mac: drag to Applications

Downloads its AI once

3.9 GB · 5.3 GB NVIDIA · photos + voice included · verified

works offline

Photos~800 MB · included

Voice0.3–1 GB · included

After that0 bytes online

11Roadmap

Pilot first. Then the plant.

phase 1

Pilot

one unit · dossiers · SOPs · drawings · cited RAG

phase 2

Workflows

scan → finding · approvals · ledger · alerts

phase 3

Planning

production intelligence with planners

phase 4

Scale

plant-wide · template for refineries & PSUs

nextcode-signed installersplant PKI certificatesrefinery guard modelDMS · CMMS · SAP connectorsLinux serverevaluation on real documents

Plant knowledge,kept inside.